Avalanche Observations Profiling

Dataset statistics

Number of variables	39
Number of observations	491
Missing cells	2092
Missing cells (%)	10.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	143.0 KiB
Average record size in memory	298.3 B

Variable types

CAT	24
NUM	11
DATE	2
BOOL	2

Warnings

`avobstime` has a high cardinality: 183 distinct values	High cardinality
`avcomment` has a high cardinality: 342 distinct values	High cardinality
`eded_time` has a high cardinality: 189 distinct values	High cardinality
`ch_diff_cm` is highly correlated with `ch_max_cm` and 1 other fields	High correlation
`ch_max_cm` is highly correlated with `ch_diff_cm`	High correlation
`ch_min_cm` is highly correlated with `ch_diff_cm`	High correlation
`deb_hwy_w` is highly correlated with `deb_hwy`	High correlation
`deb_hwy` is highly correlated with `deb_hwy_w`	High correlation
`avtrigger` is highly correlated with `avtriggertyp`	High correlation
`avtriggertyp` is highly correlated with `avtrigger`	High correlation
`edcr_ip` is highly correlated with `edcr_user`	High correlation
`edcr_user` is highly correlated with `edcr_ip`	High correlation
`eded_ip` is highly correlated with `eded_user`	High correlation
`eded_user` is highly correlated with `eded_ip`	High correlation
`avtype` has 6 (1.2%) missing values	Missing
`avtriggertyp` has 36 (7.3%) missing values	Missing
`avtrigger` has 45 (9.2%) missing values	Missing
`avrelativesize` has 17 (3.5%) missing values	Missing
`avdestructivesize` has 50 (10.2%) missing values	Missing
`avinterface` has 60 (12.2%) missing values	Missing
`sz_vert` has 21 (4.3%) missing values	Missing
`sz_horiz` has 38 (7.7%) missing values	Missing
`sz_aspect` has 386 (78.6%) missing values	Missing
`term_longpath` has 30 (6.1%) missing values	Missing
`term_shortPath` has 165 (33.6%) missing values	Missing
`term_detail` has 184 (37.5%) missing values	Missing
`term_moist` has 113 (23.0%) missing values	Missing
`avcomment` has 129 (26.3%) missing values	Missing
`edcr_user` has 127 (25.9%) missing values	Missing
`edcr_ip` has 98 (20.0%) missing values	Missing
`eded_user` has 294 (59.9%) missing values	Missing
`eded_ip` has 293 (59.7%) missing values	Missing
`avcomment` is uniformly distributed	Uniform
`avrid` has unique values	Unique
`sz_avgslope` has 403 (82.1%) zeros	Zeros
`sz_elev_m` has 242 (49.3%) zeros	Zeros
`term_elev_m` has 208 (42.4%) zeros	Zeros
`av_vert_m` has 248 (50.5%) zeros	Zeros
`crown_width_m` has 342 (69.7%) zeros	Zeros
`ch_max_cm` has 341 (69.5%) zeros	Zeros
`ch_min_cm` has 341 (69.5%) zeros	Zeros
`ch_diff_cm` has 342 (69.7%) zeros	Zeros
`deb_rail_w` has 465 (94.7%) zeros	Zeros
`deb_rail_d` has 465 (94.7%) zeros	Zeros

Reproduction

Analysis started	2023-01-04 13:52:11.147170
Analysis finished	2023-01-04 13:52:42.686301
Duration	31.54 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

avrid
Real number (ℝ_≥0)

UNIQUE

Distinct	491
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	253.4032587
Minimum	1
Maximum	508
Zeros	0
Zeros (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	1
5-th percentile	26.5
Q1	127.5
median	250
Q3	380.5
95-th percentile	483.5
Maximum	508
Range	507
Interquartile range (IQR)	253

Descriptive statistics

Standard deviation	147.180551
Coefficient of variation (CV)	0.580815542
Kurtosis	-1.203903522
Mean	253.4032587
Median Absolute Deviation (MAD)	127
Skewness	0.01891273965
Sum	124421
Variance	21662.1146
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	0.2%
348	1	0.2%
346	1	0.2%
345	1	0.2%
344	1	0.2%
343	1	0.2%
342	1	0.2%
341	1	0.2%
339	1	0.2%
338	1	0.2%
Other values (481)	481	98.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	0.2%
2	1	0.2%
3	1	0.2%
4	1	0.2%
5	1	0.2%

Value	Count	Frequency (%)
508	1	0.2%
507	1	0.2%
506	1	0.2%
505	1	0.2%
504	1	0.2%

avpathid
Categorical

Distinct	48
Distinct (%)	9.8%
Missing	0
Missing (%)	0.0%
Memory size	3.8 KiB

PATH1163	105
INFINITY	58
SHED10	35
SHED07W	28
SHED11	23
Other values (43)	242

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
PATH1163	105	21.4%
INFINITY	58	11.8%
SHED10	35	7.1%
SHED07W	28	5.7%
SHED11	23	4.7%
JAKES	20	4.1%
SHED07E	17	3.5%
SHED08	16	3.3%
JAVA	15	3.1%
AP1163H	14	2.9%
Other values (38)	160	32.6%

Frequencies of value counts

Unique

Unique	9 ?
Unique (%)	1.8%

Histogram of lengths of the category

Length

Max length	10
Median length	7
Mean length	6.910386965
Min length	2

avobsdate
Date

Distinct	209
Distinct (%)	42.6%
Missing	0
Missing (%)	0.0%
Memory size	3.8 KiB

Minimum	2005-01-17 00:00:00
Maximum	2022-03-27 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

avobstime
Categorical

HIGH CARDINALITY

Distinct	183
Distinct (%)	37.3%
Missing	0
Missing (%)	0.0%
Memory size	3.8 KiB

12:00:00	22
16:00:00	21
13:00:00	19
10:00:00	19
11:00:00	15
Other values (178)	395

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
12:00:00	22	4.5%
16:00:00	21	4.3%
13:00:00	19	3.9%
10:00:00	19	3.9%
11:00:00	15	3.1%
15:30:00	12	2.4%
14:30:00	12	2.4%
10:30:00	12	2.4%
11:30:00	12	2.4%
09:00:00	11	2.2%
Other values (173)	336	68.4%

Frequencies of value counts

Unique

Unique	111 ?
Unique (%)	22.6%

Histogram of lengths of the category

Length

Max length	8
Median length	8
Mean length	8
Min length	8

avobserverid
Categorical

Distinct	3
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	3.8 KiB

stein_01	307
clark_01	156
dunda_01	28

Frequencies
Length

Value	Count	Frequency (%)
stein_01	307	62.5%
clark_01	156	31.8%
dunda_01	28	5.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	8
Median length	8
Mean length	8
Min length	8

avtype
Categorical

MISSING

Distinct	9
Distinct (%)	1.9%
Missing	6
Missing (%)	1.2%
Memory size	3.8 KiB

SS	234
WL	78
U	73
L	44
HS	29
Other values (4)	27

Frequencies
Length

Value	Count	Frequency (%)
SS	234	47.7%
WL	78	15.9%
U	73	14.9%
L	44	9.0%
HS	29	5.9%
WS	20	4.1%
C	4	0.8%
SU	2	0.4%
GS	1	0.2%
(Missing)	6	1.2%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	0.2%

Histogram of lengths of the category

Length

Max length	3
Median length	2
Mean length	1.765784114
Min length	1

avtriggertyp
Categorical

HIGH CORRELATION
MISSING

Distinct	3
Distinct (%)	0.7%
Missing	36
Missing (%)	7.3%
Memory size	3.8 KiB

5	421
1	23
2	11

Frequencies
Length

Value	Count	Frequency (%)
5	421	85.7%
1	23	4.7%
2	11	2.2%
(Missing)	36	7.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

avtrigger
Categorical

HIGH CORRELATION
MISSING

Distinct	11
Distinct (%)	2.5%
Missing	45
Missing (%)	9.2%
Memory size	3.8 KiB

NU	202
N	176
NC	25
AX	18
NL	9
Other values (6)	16

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
NU	202	41.1%
N	176	35.8%
NC	25	5.1%
AX	18	3.7%
NL	9	1.8%
AS	9	1.8%
AH	3	0.6%
NS	1	0.2%
Asr	1	0.2%
AE	1	0.2%
(Missing)	45	9.2%

Frequencies of value counts

Unique

Unique	4 ?
Unique (%)	0.9%

Histogram of lengths of the category

Length

Max length	3
Median length	2
Mean length	1.735234216
Min length	1

avrelativesize
Categorical

MISSING

Distinct	6
Distinct (%)	1.3%
Missing	17
Missing (%)	3.5%
Memory size	3.8 KiB

R2	193
R1	106
U	89
R3	69
R4	16

Frequencies
Length

Value	Count	Frequency (%)
R2	193	39.3%
R1	106	21.6%
U	89	18.1%
R3	69	14.1%
R4	16	3.3%
R5	1	0.2%
(Missing)	17	3.5%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	0.2%

Histogram of lengths of the category

Length

Max length	3
Median length	2
Mean length	1.853360489
Min length	1

avdestructivesize
Categorical

MISSING

Distinct	8
Distinct (%)	1.8%
Missing	50
Missing (%)	10.2%
Memory size	3.8 KiB

D2	183
D1.5	98
U	50
D1	43
D2.5	34
Other values (3)	33

Frequencies
Length

Value	Count	Frequency (%)
D2	183	37.3%
D1.5	98	20.0%
U	50	10.2%
D1	43	8.8%
D2.5	34	6.9%
D3	29	5.9%
D4	2	0.4%
D3.5	2	0.4%
(Missing)	50	10.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	2
Mean length	2.545824847
Min length	1

avinterface
Categorical

MISSING

Distinct	5
Distinct (%)	1.2%
Missing	60
Missing (%)	12.2%
Memory size	3.8 KiB

U	174
I	108
O	98
S	40
G	11

Frequencies
Length

Value	Count	Frequency (%)
U	174	35.4%
I	108	22.0%
O	98	20.0%
S	40	8.1%
G	11	2.2%
(Missing)	60	12.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	1
Mean length	1.244399185
Min length	1

sz_vert
Categorical

MISSING

Distinct	4
Distinct (%)	0.9%
Missing	21
Missing (%)	4.3%
Memory size	3.8 KiB

T	252
U	121
M	84
B	13

Frequencies
Length

Value	Count	Frequency (%)
T	252	51.3%
U	121	24.6%
M	84	17.1%
B	13	2.6%
(Missing)	21	4.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	1
Mean length	1.085539715
Min length	1

sz_horiz
Categorical

MISSING

Distinct	4
Distinct (%)	0.9%
Missing	38
Missing (%)	7.7%
Memory size	3.8 KiB

U	155
C	144
L	81
R	73

Frequencies
Length

Value	Count	Frequency (%)
U	155	31.6%
C	144	29.3%
L	81	16.5%
R	73	14.9%
(Missing)	38	7.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	1
Mean length	1.154786151
Min length	1

sz_avgslope
Real number (ℝ_≥0)

ZEROS

Distinct	9
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.99185336
Minimum	0
Maximum	45
Zeros	403
Zeros (%)	82.1%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	40
Maximum	45
Range	45
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	15.02242999
Coefficient of variation (CV)	2.148561936
Kurtosis	0.9394864018
Mean	6.99185336
Median Absolute Deviation (MAD)	0
Skewness	1.701270512
Sum	3433
Variance	225.6734029
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	403	82.1%
40	38	7.7%
38	14	2.9%
35	11	2.2%
37	8	1.6%
45	7	1.4%
42	5	1.0%
34	4	0.8%
39	1	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	403	82.1%
34	4	0.8%
35	11	2.2%
37	8	1.6%
38	14	2.9%

Value	Count	Frequency (%)
45	7	1.4%
42	5	1.0%
40	38	7.7%
39	1	0.2%
38	14	2.9%

sz_elev_m
Real number (ℝ_≥0)

ZEROS

Distinct	116
Distinct (%)	23.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	947.7169043
Minimum	0
Maximum	5000
Zeros	242
Zeros (%)	49.3%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1280
Q3	1866.5
95-th percentile	2165
Maximum	5000
Range	5000
Interquartile range (IQR)	1866.5

Descriptive statistics

Standard deviation	960.7033772
Coefficient of variation (CV)	1.013702903
Kurtosis	-1.321936134
Mean	947.7169043
Median Absolute Deviation (MAD)	1038
Skewness	0.1912887326
Sum	465329
Variance	922950.9789
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	242	49.3%
1830	12	2.4%
1818	12	2.4%
1939	8	1.6%
1890	7	1.4%
1700	7	1.4%
1800	7	1.4%
1697	7	1.4%
2000	5	1.0%
1950	5	1.0%
Other values (106)	179	36.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	242	49.3%
1250	1	0.2%
1273	1	0.2%
1280	3	0.6%
1306	1	0.2%

Value	Count	Frequency (%)
5000	1	0.2%
2348	1	0.2%
2345	1	0.2%
2318	1	0.2%
2285	1	0.2%

sz_aspect
Categorical

MISSING

Distinct	7
Distinct (%)	6.7%
Missing	386
Missing (%)	78.6%
Memory size	3.8 KiB

N	45
SE	18
S	17
SW	11
E	9
Other values (2)	5

Frequencies
Length

Value	Count	Frequency (%)
N	45	9.2%
SE	18	3.7%
S	17	3.5%
SW	11	2.2%
E	9	1.8%
NE	4	0.8%
W	1	0.2%
(Missing)	386	78.6%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	1.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	2.639511202
Min length	1

term_elev_m
Real number (ℝ_≥0)

ZEROS

Distinct	112
Distinct (%)	22.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	878.1425662
Minimum	0
Maximum	4550
Zeros	208
Zeros (%)	42.4%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1310
Q3	1460
95-th percentile	1787.5
Maximum	4550
Range	4550
Interquartile range (IQR)	1460

Descriptive statistics

Standard deviation	811.5932605
Coefficient of variation (CV)	0.9242158298
Kurtosis	0.9436597264
Mean	878.1425662
Median Absolute Deviation (MAD)	390
Skewness	0.464230436
Sum	431168
Variance	658683.6204
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	208	42.4%
1400	31	6.3%
1515	11	2.2%
1460	10	2.0%
1370	10	2.0%
1455	9	1.8%
1394	8	1.6%
1333	7	1.4%
1697	7	1.4%
1353	7	1.4%
Other values (102)	183	37.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	208	42.4%
1030	1	0.2%
1067	1	0.2%
1152	1	0.2%
1190	1	0.2%

Value	Count	Frequency (%)
4550	1	0.2%
4400	3	0.6%
2150	1	0.2%
2134	1	0.2%
2100	1	0.2%

av_vert_m
Real number (ℝ_≥0)

ZEROS

Distinct	151
Distinct (%)	30.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	200.9450102
Minimum	0
Maximum	2285
Zeros	248
Zeros (%)	50.5%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	344.5
95-th percentile	726
Maximum	2285
Range	2285
Interquartile range (IQR)	344.5

Descriptive statistics

Standard deviation	320.9309021
Coefficient of variation (CV)	1.597108093
Kurtosis	12.6963222
Mean	200.9450102
Median Absolute Deviation (MAD)	0
Skewness	2.92749673
Sum	98664
Variance	102996.6439
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	248	50.5%
60	9	1.8%
303	5	1.0%
430	5	1.0%
30	5	1.0%
370	4	0.8%
490	4	0.8%
300	4	0.8%
182	4	0.8%
765	4	0.8%
Other values (141)	199	40.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	248	50.5%
8	1	0.2%
15	1	0.2%
30	5	1.0%
31	1	0.2%

Value	Count	Frequency (%)
2285	1	0.2%
2042	1	0.2%
2015	1	0.2%
1951	1	0.2%
1939	1	0.2%

crown_width_m
Real number (ℝ_≥0)

ZEROS

Distinct	37
Distinct (%)	7.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	32.05906314
Minimum	0
Maximum	1972
Zeros	342
Zeros (%)	69.7%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	20
95-th percentile	150
Maximum	1972
Range	1972
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	117.0268527
Coefficient of variation (CV)	3.65035161
Kurtosis	160.0694173
Mean	32.05906314
Median Absolute Deviation (MAD)	0
Skewness	10.78193889
Sum	15741
Variance	13695.28426
Monotocity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0	342	69.7%
30	23	4.7%
20	23	4.7%
60	13	2.6%
40	12	2.4%
100	12	2.4%
50	10	2.0%
200	6	1.2%
70	6	1.2%
150	5	1.0%
Other values (27)	39	7.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	342	69.7%
4	1	0.2%
5	1	0.2%
10	1	0.2%
15	2	0.4%

Value	Count	Frequency (%)
1972	1	0.2%
800	1	0.2%
650	1	0.2%
500	1	0.2%
424	1	0.2%

ch_max_cm
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	21
Distinct (%)	4.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	21.90835031
Minimum	0
Maximum	300
Zeros	341
Zeros (%)	69.5%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	30
95-th percentile	120
Maximum	300
Range	300
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	44.06513907
Coefficient of variation (CV)	2.011339898
Kurtosis	8.9186803
Mean	21.90835031
Median Absolute Deviation (MAD)	0
Skewness	2.751736118
Sum	10757
Variance	1941.736481
Monotocity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	341	69.5%
30	31	6.3%
60	24	4.9%
45	13	2.6%
75	9	1.8%
100	9	1.8%
90	9	1.8%
150	8	1.6%
40	8	1.6%
50	7	1.4%
Other values (11)	32	6.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	341	69.5%
12	1	0.2%
15	1	0.2%
20	6	1.2%
25	4	0.8%

Value	Count	Frequency (%)
300	1	0.2%
250	2	0.4%
200	6	1.2%
180	1	0.2%
150	8	1.6%

ch_min_cm
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	22
Distinct (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	12.6395112
Minimum	0
Maximum	300
Zeros	341
Zeros (%)	69.5%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	20
95-th percentile	60
Maximum	300
Range	300
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	27.14921705
Coefficient of variation (CV)	2.14796416
Kurtosis	29.03558084
Mean	12.6395112
Median Absolute Deviation (MAD)	0
Skewness	4.137396896
Sum	6206
Variance	737.0799867
Monotocity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	341	69.5%
30	43	8.8%
20	26	5.3%
60	15	3.1%
25	10	2.0%
50	10	2.0%
15	9	1.8%
10	7	1.4%
100	6	1.2%
75	5	1.0%
Other values (12)	19	3.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	341	69.5%
4	1	0.2%
5	1	0.2%
10	7	1.4%
12	1	0.2%

Value	Count	Frequency (%)
300	1	0.2%
150	1	0.2%
130	1	0.2%
120	3	0.6%
100	6	1.2%

ch_diff_cm
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	40
Distinct (%)	8.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	17.17922607
Minimum	0
Maximum	210
Zeros	342
Zeros (%)	69.7%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	25
95-th percentile	84
Maximum	210
Range	210
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	33.94804638
Coefficient of variation (CV)	1.976110347
Kurtosis	8.203302986
Mean	17.17922607
Median Absolute Deviation (MAD)	0
Skewness	2.652361859
Sum	8435
Variance	1152.469853
Monotocity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0	342	69.7%
30	20	4.1%
45	19	3.9%
75	14	2.9%
25	11	2.2%
38	10	2.0%
60	6	1.2%
23	5	1.0%
65	5	1.0%
20	5	1.0%
Other values (30)	54	11.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	342	69.7%
7	1	0.2%
13	1	0.2%
15	2	0.4%
18	2	0.4%

Value	Count	Frequency (%)
210	1	0.2%
200	2	0.4%
175	1	0.2%
165	1	0.2%
150	1	0.2%

term_longpath
Categorical

MISSING

Distinct	7
Distinct (%)	1.5%
Missing	30
Missing (%)	6.1%
Memory size	3.8 KiB

TK	163
U	98
BR	81
TR	72
MR	30
Other values (2)	17

Frequencies
Length

Value	Count	Frequency (%)
TK	163	33.2%
U	98	20.0%
BR	81	16.5%
TR	72	14.7%
MR	30	6.1%
SZ	14	2.9%
-	3	0.6%
(Missing)	30	6.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	2
Mean length	1.855397149
Min length	1

term_shortPath
Categorical

MISSING

Distinct	4
Distinct (%)	1.2%
Missing	165
Missing (%)	33.6%
Memory size	3.8 KiB

-	262
BP	56
MP	4
TP	4

Frequencies
Length

Value	Count	Frequency (%)
-	262	53.4%
BP	56	11.4%
MP	4	0.8%
TP	4	0.8%
(Missing)	165	33.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	1
Mean length	1.802443992
Min length	1

term_detail
Categorical

MISSING

Distinct	5
Distinct (%)	1.6%
Missing	184
Missing (%)	37.5%
Memory size	3.8 KiB

U	288
1F	6
2F	5
-	4
3F	4

Frequencies
Length

Value	Count	Frequency (%)
U	288	58.7%
1F	6	1.2%
2F	5	1.0%
-	4	0.8%
3F	4	0.8%
(Missing)	184	37.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	1
Mean length	1.780040733
Min length	1

term_moist
Categorical

MISSING

Distinct	4
Distinct (%)	1.1%
Missing	113
Missing (%)	23.0%
Memory size	3.8 KiB

U	157
W	97
D	80
M	44

Frequencies
Length

Value	Count	Frequency (%)
U	157	32.0%
W	97	19.8%
D	80	16.3%
M	44	9.0%
(Missing)	113	23.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	1
Mean length	1.460285132
Min length	1

deb_rail
Boolean

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	491.0 B

False	453
True	38

Common Values
Chart

Value	Count	Frequency (%)
False	453	92.3%
True	38	7.7%

deb_rail_w
Real number (ℝ_≥0)

ZEROS

Distinct	14
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.018329939
Minimum	0
Maximum	130
Zeros	465
Zeros (%)	94.7%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4.5
Maximum	130
Range	130
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	11.82481264
Coefficient of variation (CV)	5.858711408
Kurtosis	70.44125528
Mean	2.018329939
Median Absolute Deviation (MAD)	0
Skewness	7.970272345
Sum	991
Variance	139.8261939
Monotocity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	465	94.7%
20	7	1.4%
30	6	1.2%
100	2	0.4%
10	2	0.4%
120	1	0.2%
40	1	0.2%
130	1	0.2%
5	1	0.2%
4	1	0.2%
Other values (4)	4	0.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	465	94.7%
4	1	0.2%
5	1	0.2%
7	1	0.2%
10	2	0.4%

Value	Count	Frequency (%)
130	1	0.2%
120	1	0.2%
100	2	0.4%
80	1	0.2%
50	1	0.2%

deb_rail_d
Real number (ℝ_≥0)

ZEROS

Distinct	12
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1177189409
Minimum	0
Maximum	20
Zeros	465
Zeros (%)	94.7%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.2
Maximum	20
Range	20
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.025427582
Coefficient of variation (CV)	8.710812154
Kurtosis	296.880219
Mean	0.1177189409
Median Absolute Deviation (MAD)	0
Skewness	16.10793276
Sum	57.8
Variance	1.051501725
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	465	94.7%
2	5	1.0%
0.2	4	0.8%
0.5	4	0.8%
1	4	0.8%
1.5	3	0.6%
8	1	0.2%
20	1	0.2%
0.8	1	0.2%
0.7	1	0.2%
Other values (2)	2	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	465	94.7%
0.2	4	0.8%
0.5	4	0.8%
0.7	1	0.2%
0.8	1	0.2%

Value	Count	Frequency (%)
20	1	0.2%
8	1	0.2%
4	1	0.2%
3	1	0.2%
2	5	1.0%

deb_hwy
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	491.0 B

False	486
True	5

Common Values
Chart

Value	Count	Frequency (%)
False	486	99.0%
True	5	1.0%

deb_hwy_w
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	3.8 KiB

0	486
20	2
30	2
10	1

Frequencies
Length

Value	Count	Frequency (%)
0	486	99.0%
20	2	0.4%
30	2	0.4%
10	1	0.2%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	0.2%

Histogram of lengths of the category

Length

Max length	4
Median length	3
Mean length	3.010183299
Min length	3

deb_hwy_d
Categorical

Distinct	4
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	3.8 KiB

0	486
20	2
0.1	2
0.2	1

Frequencies
Length

Value	Count	Frequency (%)
0	486	99.0%
20	2	0.4%
0.1	2	0.4%
0.2	1	0.2%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	0.2%

Histogram of lengths of the category

Length

Max length	4
Median length	3
Mean length	3.00407332
Min length	3

avcomment
Categorical

HIGH CARDINALITY
MISSING
UNIFORM

Distinct	342
Distinct (%)	94.5%
Missing	129
Missing (%)	26.3%
Memory size	3.8 KiB

Debris terminated above the rail.	5
Debris ran 2/3 path terminating above the grade.	5
Debris ran 1/2 path terminating above the rail.	3
Time is approximate. Debris fully across main 1 and partially across main 2.	3
Debris ran 1/2 path terminating above the grade.	2
Other values (337)	344

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Debris terminated above the rail.	5	1.0%
Debris ran 2/3 path terminating above the grade.	5	1.0%
Debris ran 1/2 path terminating above the rail.	3	0.6%
Time is approximate. Debris fully across main 1 and partially across main 2.	3	0.6%
Debris ran 1/2 path terminating above the grade.	2	0.4%
Time is approximate. Debris across both mains.	2	0.4%
Debris terminated on the grade covering Main 1.	2	0.4%
Debris ran 2/3 path terminating above the rail.	2	0.4%
Likely triggered by warm air temperatures and high elevation rain.	2	0.4%
Debris terminated above the grade.	2	0.4%
Other values (332)	334	68.0%
(Missing)	129	26.3%

Frequencies of value counts

Unique

Unique	330 ?
Unique (%)	91.2%

Histogram of lengths of the category

Length

Max length	456
Median length	47
Mean length	63.28309572
Min length	3

edcr_user
Categorical

HIGH CORRELATION
MISSING

Distinct	4
Distinct (%)	1.1%
Missing	127
Missing (%)	25.9%
Memory size	3.8 KiB

Ted	163
Adam	160
ed	31
Steiner	10

Frequencies
Length

Value	Count	Frequency (%)
Ted	163	33.2%
Adam	160	32.6%
ed	31	6.3%
Steiner	10	2.0%
(Missing)	127	25.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	3
Mean length	3.344195519
Min length	2

edcr_time
Date

Distinct	244
Distinct (%)	49.7%
Missing	0
Missing (%)	0.0%
Memory size	3.8 KiB

Minimum	2016-03-17 11:50:56
Maximum	2022-03-28 16:37:03

Histogram

Histogram with fixed size bins (bins=50)

edcr_ip
Categorical

HIGH CORRELATION
MISSING

Distinct	20
Distinct (%)	5.1%
Missing	98
Missing (%)	20.0%
Memory size	3.8 KiB

10.173.132.4	58
139.51.15.17	55
139.51.15.19	38
139.51.15.22	35
139.51.15.20	32
Other values (15)	175

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
10.173.132.4	58	11.8%
139.51.15.17	55	11.2%
139.51.15.19	38	7.7%
139.51.15.22	35	7.1%
139.51.15.20	32	6.5%
10.30.72.4	28	5.7%
ed	26	5.3%
10.173.132.2	26	5.3%
64.91.61.64	21	4.3%
10.173.132.15	19	3.9%
Other values (10)	55	11.2%
(Missing)	98	20.0%

Frequencies of value counts

Unique

Unique	4 ?
Unique (%)	1.0%

Histogram of lengths of the category

Length

Max length	13
Median length	12
Mean length	9.437881874
Min length	2

eded_user
Categorical

HIGH CORRELATION
MISSING

Distinct	3
Distinct (%)	1.5%
Missing	294
Missing (%)	59.9%
Memory size	3.8 KiB

Adam	97
Ted	89
ed	11

Frequencies
Length

Value	Count	Frequency (%)
Adam	97	19.8%
Ted	89	18.1%
ed	11	2.2%
(Missing)	294	59.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	3
Mean length	3.175152749
Min length	2

eded_time
Categorical

HIGH CARDINALITY

Distinct	189
Distinct (%)	38.5%
Missing	0
Missing (%)	0.0%
Memory size	3.8 KiB

0000-00-00 00:00:00	293
2019-01-02 00:00:00	11
2020-01-17 17:51:14	1
2022-03-08 01:00:55	1
2019-03-22 15:26:42	1
Other values (184)	184

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
0000-00-00 00:00:00	293	59.7%
2019-01-02 00:00:00	11	2.2%
2020-01-17 17:51:14	1	0.2%
2022-03-08 01:00:55	1	0.2%
2019-03-22 15:26:42	1	0.2%
2019-12-17 13:33:47	1	0.2%
2019-12-20 16:46:49	1	0.2%
2019-12-23 23:47:00	1	0.2%
2020-01-01 20:22:18	1	0.2%
2020-01-01 19:44:43	1	0.2%
Other values (179)	179	36.5%

Frequencies of value counts

Unique

Unique	187 ?
Unique (%)	38.1%

Histogram of lengths of the category

Length

Max length	19
Median length	19
Mean length	19
Min length	19

eded_ip
Categorical

HIGH CORRELATION
MISSING

Distinct	10
Distinct (%)	5.1%
Missing	293
Missing (%)	59.7%
Memory size	3.8 KiB

64.91.61.64	73
139.51.15.17	49
139.51.15.19	26
184.166.43.50	14
server	11
Other values (5)	25

Frequencies
Length

Value	Count	Frequency (%)
64.91.61.64	73	14.9%
139.51.15.17	49	10.0%
139.51.15.19	26	5.3%
184.166.43.50	14	2.9%
server	11	2.2%
139.51.15.22	7	1.4%
139.51.15.20	6	1.2%
10.30.72.4	6	1.2%
170.49.113.19	3	0.6%
170.49.113.17	3	0.6%
(Missing)	293	59.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	13
Median length	3
Mean length	6.362525458
Min length	3

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	avrid	avpathid	avobsdate	avobstime	avobserverid	avtype	avtriggertyp	avtrigger	avrelativesize	avdestructivesize	avinterface	sz_vert	sz_horiz	sz_avgslope	sz_elev_m	sz_aspect	term_elev_m	av_vert_m	crown_width_m	ch_max_cm	ch_min_cm	ch_diff_cm	term_longpath	term_shortPath	term_detail	term_moist	deb_rail	deb_hwy	avcomment	edcr_user	edcr_time	edcr_ip	eded_user	eded_time	eded_ip
0	1	SHED10	2012-03-26	12:45:00	stein_01	WS	5.0	NL	R1	D1.5	O	B	R	0	0	NaN	0	0	0	0	0	0	TK	NaN	NaN	NaN	False	False	Wet slab released on SE aspect @ 5400 feet (1636 m) elevation. Debris ran 2/3rds path to at least 4,600 feet (1394 m) elevation.	ed	2016-03-17 11:50:56	10.173.132.2	NaN	0000-00-00 00:00:00	NaN
1	2	PATH1163	2012-03-16	08:30:00	stein_01	U	5.0	NU	U	D2	U	U	U	0	0	NaN	0	0	0	0	0	0	TK	NaN	NaN	NaN	False	False	Wet debris ran 2/3 path in main path to 4700 feet (1424 m) elevation. Upper SZ obscured.	ed	2016-03-17 11:50:56	10.173.132.2	NaN	0000-00-00 00:00:00	NaN
2	3	CURLY	2012-03-16	08:34:00	stein_01	U	5.0	NU	U	D1	U	U	U	0	0	NaN	0	0	0	0	0	0	TR	NaN	NaN	NaN	False	False	Terminus at canyon floor elevation.\r\n\r\nDebris wet and relatively small amount.	ed	2016-03-17 11:50:56	10.173.132.2	NaN	0000-00-00 00:00:00	NaN
3	4	SHED10	2012-03-10	14:50:00	stein_01	WL	5.0	NaN	R2	D1	I	M	R	0	0	NaN	0	0	0	0	0	0	TK	NaN	NaN	NaN	False	False	D1.5	ed	2016-03-17 11:50:56	10.173.132.2	NaN	0000-00-00 00:00:00	NaN
4	5	INFINITY	2012-03-10	14:54:00	stein_01	L	5.0	N	R2	D1	I	T	C	0	0	NaN	0	0	0	0	0	0	TK	NaN	NaN	NaN	False	False	D1.5- 1/2 Path.	ed	2016-03-17 11:50:56	10.173.132.2	NaN	0000-00-00 00:00:00	NaN
5	6	SECOND	2012-03-05	11:45:00	stein_01	SS	5.0	N	R2	D1	I	T	C	0	0	NaN	0	0	0	0	0	0	NaN	BP	NaN	NaN	False	False	SS-NC-R2D 1.5-I on east aspect of Second Slide's looker's right ridge.	ed	2016-03-17 11:50:56	10.173.132.2	NaN	0000-00-00 00:00:00	NaN
6	7	BURNOUT	2012-03-03	01:30:00	stein_01	SS	5.0	N	R1	D1	I	M	L	0	0	NaN	0	0	0	0	0	0	NaN	BP	NaN	NaN	False	False	Debris did not make the rail grade.	ed	2016-03-17 11:50:56	10.173.132.2	NaN	0000-00-00 00:00:00	NaN
7	8	SHED09L	2012-02-28	11:16:00	stein_01	SS	5.0	NS	R2	D2	I	T	L	0	2000	NaN	1424	576	48	45	30	38	MR	-	U	M	False	False	Likely triggered by avalanche in Shed 9 upper SZ.\nCrown width - 160 feet\nCrown depth - 12-18 inches\nDebris - 2/3 path\nCrown line - 6600'\nTerminus of debris - 4700'\nAspect - SE\n	ed	2016-03-17 11:50:56	10.173.132.2	Ted	2020-05-12 20:41:17	64.91.61.64
8	9	INFINITY	2012-02-28	11:09:00	dunda_01	SS	5.0	N	R2	D1	I	T	R	0	0	NaN	0	0	0	0	0	0	TK	NaN	NaN	NaN	False	False	Fracture line - 6400'	ed	2016-03-17 11:50:56	10.173.132.2	NaN	0000-00-00 00:00:00	NaN
9	10	SHED09	2012-02-28	11:16:00	stein_01	HS	5.0	N	R3	D2	O	T	C	34	2045	NaN	1712	333	424	100	30	65	TK	-	U	D	False	False	<b>Upper Shed 9</b>\n\nFracture line - 6750'\nDebris toe - 5650'\nAspect - South through East\nCrown depth - 12"- 36"\nCrown width - 1400' \nStarting zone horizontal - left and center \nLikely wildlife trigger	ed	2016-03-17 11:50:56	10.173.132.2	Ted	2020-05-12 21:28:02	64.91.61.64

Last rows

	avrid	avpathid	avobsdate	avobstime	avobserverid	avtype	avtriggertyp	avtrigger	avrelativesize	avdestructivesize	avinterface	sz_vert	sz_horiz	sz_avgslope	sz_elev_m	sz_aspect	term_elev_m	av_vert_m	crown_width_m	ch_max_cm	ch_min_cm	ch_diff_cm	term_longpath	term_shortPath	term_detail	term_moist	deb_rail	deb_hwy	avcomment	edcr_user	edcr_time	edcr_ip	eded_user	eded_time	eded_ip
481	499	SHED09L	2022-03-01	12:20:00	clark_01	WL	5.0	NU	R2	D2	I	T	C	40	1710	SW	1400	310	0	0	0	0	MR	-	U	W	False	False	NaN	Adam	2022-03-01 16:41:19	170.49.113.17	NaN	0000-00-00 00:00:00	NaN
482	500	FRYPAN	2022-03-01	14:41:00	clark_01	WL	5.0	NU	R2	D2	I	T	C	0	1850	NE	1460	390	0	0	0	0	MR	-	U	U	False	False	SZ elevation estimated	Adam	2022-03-01 16:43:55	170.49.113.17	NaN	0000-00-00 00:00:00	NaN
483	501	AP1183	2022-03-01	05:00:00	clark_01	SS	5.0	NU	R3	D2.5	I	T	R	38	1737	NE	1067	670	215	100	35	68	BR	-	1F	W	False	False	1st observed on Mar. 2nd. then investigated the starting zone on Mar.7th. First initiated as a storm slab that failed at the new/old snow interface. Debris entrained a lot of wet snow on the way down and it was wet debris at the terminus which reached about 100 yards from the rail.	Adam	2022-03-08 17:43:16	10.30.72.4	NaN	0000-00-00 00:00:00	NaN
484	502	INFINITY	2022-03-02	11:35:00	clark_01	WL	5.0	N	R2	D1.5	I	T	C	40	1800	S	1400	400	0	0	0	0	TR	-	U	U	False	False	One of the last avalanches observed during the Feb 28-Mar 2 cycle.	Adam	2022-03-15 13:38:53	10.30.72.4	NaN	0000-00-00 00:00:00	NaN
485	503	PATH1163	2022-03-17	19:02:00	clark_01	WL	5.0	NU	R1	D1.5	S	M	L	40	1830	SE	1550	280	0	0	0	0	TK	-	U	W	False	False	NaN	Adam	2022-03-17 21:04:31	10.30.72.4	NaN	0000-00-00 00:00:00	NaN
486	504	SHED07W	2022-03-01	05:04:00	clark_01	SS	5.0	NC	R2	D2	I	T	L	38	2015	E	1760	255	0	0	0	0	TK	-	U	U	False	False	Slab not observed until March 17th during a ski tour and could barely make out remnants of the crown. But this cornice fall was noted on March 1st,	Adam	2022-03-17 21:17:04	10.30.72.4	NaN	0000-00-00 00:00:00	NaN
487	505	AP1163H	2022-03-23	13:30:00	clark_01	WL	5.0	NU	R1	D1.5	O	T	U	0	1830	SW	1460	370	0	0	0	0	TR	-	U	W	False	False	NaN	Adam	2022-03-23 21:32:42	10.30.72.4	NaN	0000-00-00 00:00:00	NaN
488	506	SHED10	2022-03-23	13:30:00	clark_01	WL	5.0	N	R2	D2	O	T	C	40	2075	SE	1646	429	0	0	0	0	TK	-	U	W	False	False	Obs on Mar. 24th from Hwy	Adam	2022-03-28 16:30:35	10.30.72.4	NaN	0000-00-00 00:00:00	NaN
489	507	MCAMSER	2022-03-23	18:00:00	clark_01	HS	5.0	NC	R3	D3	O	T	C	40	2195	SE	1790	405	245	150	40	95	MR	-	U	U	False	False	Obs on Mar. 24th from Hwy. Could not see runout from Hwy so runout details are estimated.	Adam	2022-03-28 16:34:43	10.30.72.4	NaN	0000-00-00 00:00:00	NaN
490	508	PATH1163	2022-03-27	14:35:00	clark_01	WL	5.0	N	R1	D2	O	T	L	40	2135	SE	1400	735	0	0	0	0	MR	-	U	W	False	False	Obs. on Mar. 28th from Hwy.	Adam	2022-03-28 16:37:03	10.30.72.4	NaN	0000-00-00 00:00:00	NaN

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows